Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	21458
Missing cells	123342
Missing cells (%)	20.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.6 MiB
Average record size in memory	224.0 B

Variable types

CAT	17
NUM	9
UNSUPPORTED	2

Reproduction

Analysis started	2020-08-09 21:35:33.680970
Analysis finished	2020-08-09 21:35:51.066773
Duration	17.39 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`CampaignNumber` has a high cardinality: 3345 distinct values	High cardinality
`VehicleModel` has a high cardinality: 1259 distinct values	High cardinality
`MfgCampaignNumber` has a high cardinality: 1515 distinct values	High cardinality
`ComponentName` has a high cardinality: 311 distinct values	High cardinality
`MfgFiledReport` has a high cardinality: 137 distinct values	High cardinality
`DefectSummary` has a high cardinality: 3125 distinct values	High cardinality
`ConsequenceSummary` has a high cardinality: 2591 distinct values	High cardinality
`CorrectiveSummary` has a high cardinality: 3129 distinct values	High cardinality
`RecallNotes` has a high cardinality: 1668 distinct values	High cardinality
`RecallComponentID` has a high cardinality: 19743 distinct values	High cardinality
`mfr_comp_name` has a high cardinality: 61 distinct values	High cardinality
`mfr_comp_desc` has a high cardinality: 68 distinct values	High cardinality
`mfr_comp_ptno` has a high cardinality: 187 distinct values	High cardinality
`RecordID` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `RecordID`	High correlation
`ReportReceivedDate` is highly correlated with `OwnerNotifiedDate` and 1 other fields	High correlation
`OwnerNotifiedDate` is highly correlated with `ReportReceivedDate` and 1 other fields	High correlation
`RecordCreationDate` is highly correlated with `OwnerNotifiedDate` and 1 other fields	High correlation
`mfr_comp_name` is highly correlated with `VehicleMake` and 3 other fields	High correlation
`VehicleMake` is highly correlated with `mfr_comp_name` and 1 other fields	High correlation
`RecallTypeCode` is highly correlated with `mfr_comp_name` and 1 other fields	High correlation
`MfgOfRecalledProducts` is highly correlated with `mfr_comp_name` and 1 other fields	High correlation
`mfr_comp_desc` is highly correlated with `VehicleMake` and 3 other fields	High correlation
`MfgCampaignNumber` has 10996 (51.2%) missing values	Missing
`MfgBeginDate` has 6987 (32.6%) missing values	Missing
`MfgEndDate` has 6935 (32.3%) missing values	Missing
`OwnerNotifiedDate` has 2001 (9.3%) missing values	Missing
`RegulationPartNumber` has 19089 (89.0%) missing values	Missing
`FMVSafetyStandardNumber` has 16482 (76.8%) missing values	Missing
`DefectSummary` has 424 (2.0%) missing values	Missing
`ConsequenceSummary` has 1108 (5.2%) missing values	Missing
`CorrectiveSummary` has 411 (1.9%) missing values	Missing
`mfr_comp_name` has 19570 (91.2%) missing values	Missing
`mfr_comp_desc` has 19581 (91.3%) missing values	Missing
`mfr_comp_ptno` has 19730 (91.9%) missing values	Missing
`MfgBeginDate` is highly skewed (γ1 = -56.42137554)	Skewed
`MfgEndDate` is highly skewed (γ1 = -66.49257101)	Skewed
`df_index` has unique values	Unique
`RecordID` has unique values	Unique
`RegulationPartNumber` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`FMVSafetyStandardNumber` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	21458
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	92457.34709665393
Minimum	48
Maximum	154390
Zeros	0
Zeros (%)	0.0%
Memory size	167.6 KiB

Quantile statistics

Minimum	48
5-th percentile	11404.85
Q1	51772.25
median	101448.5
Q3	135896.5
95-th percentile	152127.15
Maximum	154390
Range	154342
Interquartile range (IQR)	84124.25

Descriptive statistics

Standard deviation	47169.87297
Coefficient of variation (CV)	0.510179823
Kurtosis	-1.143884302
Mean	92457.3471
Median Absolute Deviation (MAD)	39593
Skewness	-0.3904815271
Sum	1983949754
Variance	2224996916

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	1	< 0.1%
74230	1	< 0.1%
105126	1	< 0.1%
151506	1	< 0.1%
96938	1	< 0.1%
107873	1	< 0.1%
140673	1	< 0.1%
154286	1	< 0.1%
142000	1	< 0.1%
151271	1	< 0.1%
Other values (21448)	21448	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
48	1	< 0.1%
49	1	< 0.1%
67	1	< 0.1%
97	1	< 0.1%
98	1	< 0.1%

Value	Count	Frequency (%)
154390	1	< 0.1%
154389	1	< 0.1%
154388	1	< 0.1%
154387	1	< 0.1%
154352	1	< 0.1%

RecordID
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	21458
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	92458.34709665393
Minimum	49
Maximum	154391
Zeros	0
Zeros (%)	0.0%
Memory size	167.6 KiB

Quantile statistics

Minimum	49
5-th percentile	11405.85
Q1	51773.25
median	101449.5
Q3	135897.5
95-th percentile	152128.15
Maximum	154391
Range	154342
Interquartile range (IQR)	84124.25

Descriptive statistics

Standard deviation	47169.87297
Coefficient of variation (CV)	0.510174305
Kurtosis	-1.143884302
Mean	92458.3471
Median Absolute Deviation (MAD)	39593
Skewness	-0.3904815271
Sum	1983971212
Variance	2224996916

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	1	< 0.1%
154286	1	< 0.1%
142000	1	< 0.1%
151271	1	< 0.1%
126913	1	< 0.1%
12979	1	< 0.1%
2740	1	< 0.1%
131765	1	< 0.1%
123577	1	< 0.1%
82719	1	< 0.1%
Other values (21448)	21448	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
49	1	< 0.1%
50	1	< 0.1%
68	1	< 0.1%
98	1	< 0.1%
99	1	< 0.1%

Value	Count	Frequency (%)
154391	1	< 0.1%
154390	1	< 0.1%
154389	1	< 0.1%
154388	1	< 0.1%
154353	1	< 0.1%

CampaignNumber
Categorical

HIGH CARDINALITY

Distinct count	3345
Unique (%)	15.6%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

20V440000	630
20V439000	464
09E012000	247
06E026000	216
98V178000	206
Other values (3340)	19695

Common Values
Length

Value	Count	Frequency (%)
20V440000	630	2.9%
20V439000	464	2.2%
09E012000	247	1.2%
06E026000	216	1.0%
98V178000	206	1.0%
09E025000	197	0.9%
19V741000	184	0.9%
06E049000	173	0.8%
20V378000	149	0.7%
20V314000	140	0.7%
Other values (3335)	18852	87.9%

Length

Max length	9
Median length	9
Mean length	9
Min length	9

VehicleMake
Categorical

HIGH CORRELATION

Distinct count	20
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

BMW	3498
HONDA	3420
TOYOTA	2427
VOLVO	2163
NISSAN	1289
Other values (15)	8661

Common Values
Length

Value	Count	Frequency (%)
BMW	3498	16.3%
HONDA	3420	15.9%
TOYOTA	2427	11.3%
VOLVO	2163	10.1%
NISSAN	1289	6.0%
VOLKSWAGEN	1273	5.9%
SUBARU	1184	5.5%
AUDI	935	4.4%
MAZDA	752	3.5%
LEXUS	726	3.4%
Other values (10)	3791	17.7%

Length

Max length	10
Median length	5
Mean length	5.39947805
Min length	3

VehicleModel
Categorical

HIGH CARDINALITY

Distinct count	1259
Unique (%)	5.9%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

PILOT	577
ODYSSEY	506
ACCORD	392
CIVIC	390
PASSPORT	318
Other values (1254)	19275

Common Values
Length

Value	Count	Frequency (%)
PILOT	577	2.7%
ODYSSEY	506	2.4%
ACCORD	392	1.8%
CIVIC	390	1.8%
PASSPORT	318	1.5%
TUNDRA	267	1.2%
LEGACY	223	1.0%
COROLLA	212	1.0%
IMPREZA	207	1.0%
JETTA	206	1.0%
Other values (1249)	18160	84.6%

Length

Max length	25
Median length	5
Mean length	5.855857955
Min length	1

VehicleYear
Real number (ℝ_≥0)

Distinct count	74
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2046.8997576661386
Minimum	1949
Maximum	9999
Zeros	0
Zeros (%)	0.0%
Memory size	167.6 KiB

Quantile statistics

Minimum	1949
5-th percentile	1983
Q1	2000
median	2008
Q3	2014
95-th percentile	2019
Maximum	9999
Range	8050
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	573.5441658
Coefficient of variation (CV)	0.2802013941
Kurtosis	188.2205131
Mean	2046.899758
Median Absolute Deviation (MAD)	7
Skewness	13.78874809
Sum	43922375
Variance	328952.9101

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2019	1115	5.2%
2010	1045	4.9%
2011	969	4.5%
2009	946	4.4%
2008	924	4.3%
2012	873	4.1%
2006	827	3.9%
2007	821	3.8%
2013	815	3.8%
2014	789	3.7%
Other values (64)	12334	57.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1949	1	< 0.1%
1950	1	< 0.1%
1951	1	< 0.1%
1952	1	< 0.1%
1953	1	< 0.1%

Value	Count	Frequency (%)
9999	111	0.5%
2021	165	0.8%
2020	774	3.6%
2019	1115	5.2%
2018	680	3.2%

MfgCampaignNumber
Categorical

HIGH CARDINALITY
MISSING

Distinct count	1515
Unique (%)	14.5%
Missing	10996
Missing (%)	51.2%
Memory size	167.6 KiB

Y7Y	630
T89	464
J0A, J0B, J0C, JLI	184
R10029	149
20TB12/20TA12	102
Other values (1510)	8933

Common Values
Length

Value	Count	Frequency (%)
Y7Y	630	2.9%
T89	464	2.2%
J0A, J0B, J0C, JLI	184	0.9%
R10029	149	0.7%
20TB12/20TA12	102	0.5%
U40,M45,O41,G44	93	0.4%
110	92	0.4%
RVXX0001	78	0.4%
SET16B	76	0.4%
See attached report.	72	0.3%
Other values (1505)	8522	39.7%
(Missing)	10996	51.2%

Length

Max length	20
Median length	3
Mean length	4.762373008
Min length	2

ComponentName
Categorical

HIGH CARDINALITY

Distinct count	311
Unique (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

AIR BAGS:FRONTAL:PASSENGER SIDE:INFLATOR MODULE	1956
EXTERIOR LIGHTING	1128
AIR BAGS:FRONTAL:DRIVER SIDE:INFLATOR MODULE	1055
ELECTRICAL SYSTEM: SOFTWARE	694
BACK OVER PREVENTION: SENSING SYSTEM: CAMERA	652
Other values (306)	15973

Common Values
Length

Value	Count	Frequency (%)
AIR BAGS:FRONTAL:PASSENGER SIDE:INFLATOR MODULE	1956	9.1%
EXTERIOR LIGHTING	1128	5.3%
AIR BAGS:FRONTAL:DRIVER SIDE:INFLATOR MODULE	1055	4.9%
ELECTRICAL SYSTEM: SOFTWARE	694	3.2%
BACK OVER PREVENTION: SENSING SYSTEM: CAMERA	652	3.0%
FUEL SYSTEM, GASOLINE:DELIVERY:FUEL PUMP	605	2.8%
EQUIPMENT:OTHER:LABELS	555	2.6%
EXTERIOR LIGHTING:HEADLIGHTS	530	2.5%
AIR BAGS	442	2.1%
ENGINE AND ENGINE COOLING:ENGINE	330	1.5%
Other values (301)	13511	63.0%

Length

Max length	96
Median length	34
Mean length	34.32332929
Min length	5

MfgFiledReport
Categorical

HIGH CARDINALITY

Distinct count	137
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

Honda (American Honda Motor Co.)	2669
BMW of North America, LLC	2281
Toyota Motor Engineering & Manufacturing	1535
Volkswagen Group of America, Inc.	1000
Subaru of America, Inc.	840
Other values (132)	13133

Common Values
Length

Value	Count	Frequency (%)
Honda (American Honda Motor Co.)	2669	12.4%
BMW of North America, LLC	2281	10.6%
Toyota Motor Engineering & Manufacturing	1535	7.2%
Volkswagen Group of America, Inc.	1000	4.7%
Subaru of America, Inc.	840	3.9%
BAYERISCHE MOTOREN WERKE	801	3.7%
NISSAN NORTH AMERICA, INC.	777	3.6%
VOLKSWAGEN OF AMERICA,INC	743	3.5%
Nissan North America, Inc.	665	3.1%
VOLVO TRUCKS NORTH AMERICA INC	557	2.6%
Other values (127)	9590	44.7%

Length

Max length	40
Median length	26
Mean length	27.04119676
Min length	5

MfgBeginDate
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct count	2995
Unique (%)	20.7%
Missing	6987
Missing (%)	32.6%
Infinite	0
Infinite (%)	0.0%

Mean	20030467.416557252
Minimum	2090211.0
Maximum	20200927.0
Zeros	0
Zeros (%)	0.0%
Memory size	167.6 KiB

Quantile statistics

Minimum	2090211
5-th percentile	19830101
Q1	19990331
median	20051201
Q3	20110314
95-th percentile	20170610.5
Maximum	20200927
Range	18110716
Interquartile range (IQR)	119983

Descriptive statistics

Standard deviation	202471.5267
Coefficient of variation (CV)	0.01010817783
Kurtosis	4657.496601
Mean	20030467.42
Median Absolute Deviation (MAD)	59415
Skewness	-56.42137554
Sum	2.89860894e+11
Variance	4.099471911e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20040823	81	0.4%
19880926	78	0.4%
19880201	77	0.4%
19871205	75	0.3%
20050201	66	0.3%
19901111	65	0.3%
19820709	60	0.3%
19910301	60	0.3%
20030109	59	0.3%
19870101	56	0.3%
Other values (2985)	13794	64.3%
(Missing)	6987	32.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2090211	1	< 0.1%
10111129	1	< 0.1%
19000101	7	< 0.1%
19490801	21	0.1%
19650401	10	< 0.1%

Value	Count	Frequency (%)
20200927	1	< 0.1%
20191023	1	< 0.1%
20191022	2	< 0.1%
20191018	1	< 0.1%
20191007	1	< 0.1%

MfgEndDate
Real number (ℝ_≥0)

MISSING
SKEWED

Distinct count	3101
Unique (%)	21.4%
Missing	6935
Missing (%)	32.3%
Infinite	0
Infinite (%)	0.0%

Mean	20059907.349652275
Minimum	2040211.0
Maximum	20200310.0
Zeros	0
Zeros (%)	0.0%
Memory size	167.6 KiB

Quantile statistics

Minimum	2040211
5-th percentile	19860201
Q1	20010831
median	20090730
Q3	20140226
95-th percentile	20180916.7
Maximum	20200310
Range	18160099
Interquartile range (IQR)	129395

Descriptive statistics

Standard deviation	182578.7946
Coefficient of variation (CV)	0.009101676863
Kurtosis	6534.365945
Mean	20059907.35
Median Absolute Deviation (MAD)	59721
Skewness	-66.49257101
Sum	2.913300344e+11
Variance	3.333501623e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
19941130	206	1.0%
20110930	88	0.4%
19930331	78	0.4%
20111216	76	0.4%
20120127	75	0.3%
20181205	72	0.3%
20080724	71	0.3%
20020717	65	0.3%
20140523	62	0.3%
19851218	60	0.3%
Other values (3091)	13670	63.7%
(Missing)	6935	32.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2040211	1	< 0.1%
19000101	7	< 0.1%
19661001	2	< 0.1%
19670801	1	< 0.1%
19671201	6	< 0.1%

Value	Count	Frequency (%)
20200310	1	< 0.1%
20200213	1	< 0.1%
20191205	3	< 0.1%
20191111	1	< 0.1%
20191030	8	< 0.1%

RecallTypeCode
Categorical

HIGH CORRELATION

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

V	19055
E	2367
I	24
T	11
C	1

Common Values
Length

Value	Count	Frequency (%)
V	19055	88.8%
E	2367	11.0%
I	24	0.1%
T	11	0.1%
C	1	< 0.1%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

PotentialUnitsAffected
Real number (ℝ_≥0)

Distinct count	2641
Unique (%)	12.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	282520.65172204876
Minimum	0.0
Maximum	14400000.0
Zeros	28
Zeros (%)	0.1%
Memory size	167.6 KiB

Quantile statistics

Minimum	0
5-th percentile	153
Q1	4800
median	51465
Q3	295136
95-th percentile	1228830
Maximum	14400000
Range	14400000
Interquartile range (IQR)	290336

Descriptive statistics

Standard deviation	672834.891
Coefficient of variation (CV)	2.381542329
Kurtosis	118.703365
Mean	282520.6517
Median Absolute Deviation (MAD)	50851
Skewness	8.085022406
Sum	6062045624
Variance	4.527067905e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
499342	630	2.9%
607784	464	2.2%
16270	247	1.2%
340000	234	1.1%
61944	216	1.0%
42540	197	0.9%
928220	184	0.9%
27176	173	0.8%
307910	149	0.7%
135995	140	0.7%
Other values (2631)	18823	87.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28	0.1%
1	10	< 0.1%
2	17	0.1%
3	22	0.1%
4	17	0.1%

Value	Count	Frequency (%)
14400000	11	0.1%
6281043	50	0.2%
4445056	39	0.2%
3700000	51	0.2%
3498481	25	0.1%

OwnerNotifiedDate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct count	2464
Unique (%)	12.7%
Missing	2001
Missing (%)	9.3%
Infinite	0
Infinite (%)	0.0%

Mean	20092671.11605078
Minimum	19010101.0
Maximum	20200729.0
Zeros	0
Zeros (%)	0.0%
Memory size	167.6 KiB

Quantile statistics

Minimum	19010101
5-th percentile	19860214
Q1	20050927
median	20130422
Q3	20180209
95-th percentile	20200212
Maximum	20200729
Range	1190628
Interquartile range (IQR)	129282

Descriptive statistics

Standard deviation	111738.1801
Coefficient of variation (CV)	0.005561141147
Kurtosis	4.501783483
Mean	20092671.12
Median Absolute Deviation (MAD)	59703
Skewness	-1.720793308
Sum	3.909431019e+11
Variance	1.248542089e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20090511	247	1.2%
20190812	220	1.0%
20060403	217	1.0%
20200107	210	1.0%
19990331	206	1.0%
20090728	197	0.9%
20191120	186	0.9%
20060701	173	0.8%
20100527	157	0.7%
20180615	142	0.7%
Other values (2454)	17502	81.6%
(Missing)	2001	9.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19010101	6	< 0.1%
19660923	1	< 0.1%
19661006	1	< 0.1%
19661219	1	< 0.1%
19661223	2	< 0.1%

Value	Count	Frequency (%)
20200729	1	< 0.1%
20200727	6	< 0.1%
20200724	84	0.4%
20200723	6	< 0.1%
20200722	140	0.7%

RecallInitiator
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

MFR	14691
ODI	5078
OVSC	1689

Common Values
Length

Value	Count	Frequency (%)
MFR	14691	68.5%
ODI	5078	23.7%
OVSC	1689	7.9%

Length

Max length	4
Median length	3
Mean length	3.078711902
Min length	3

MfgOfRecalledProducts
Categorical

HIGH CORRELATION

Distinct count	23
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

Honda (American Honda Motor Co.)	4064
BMW of North America, LLC	3698
Toyota Motor Corporation	3153
Volkswagen Group of America, Inc.	2208
Nissan North America, Inc.	1697
Other values (18)	6638

Common Values
Length

Value	Count	Frequency (%)
Honda (American Honda Motor Co.)	4064	18.9%
BMW of North America, LLC	3698	17.2%
Toyota Motor Corporation	3153	14.7%
Volkswagen Group of America, Inc.	2208	10.3%
Nissan North America, Inc.	1697	7.9%
Volvo Trucks North America	1240	5.8%
Subaru of America, Inc.	1184	5.5%
Volvo Car USA LLC	923	4.3%
Porsche Cars North America, Inc.	655	3.1%
Hyundai Motor America	653	3.0%
Other values (13)	1983	9.2%

Length

Max length	36
Median length	25
Mean length	26.02390717
Min length	10

ReportReceivedDate
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	2412
Unique (%)	11.2%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	20098066.4434657
Minimum	19660929.0
Maximum	20200731.0
Zeros	0
Zeros (%)	0.0%
Memory size	167.6 KiB

Quantile statistics

Minimum	19660929
5-th percentile	19860310
Q1	20060321
median	20131212
Q3	20180848
95-th percentile	20200728
Maximum	20200731
Range	539802
Interquartile range (IQR)	120527

Descriptive statistics

Standard deviation	110703.4388
Coefficient of variation (CV)	0.005508163639
Kurtosis	2.157125106
Mean	20098066.44
Median Absolute Deviation (MAD)	59407
Skewness	-1.540110619
Sum	4.312241136e+11
Variance	1.225525136e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20200728	1111	5.2%
20090407	247	1.2%
20190627	231	1.1%
20200115	222	1.0%
20060323	216	1.0%
20200102	210	1.0%
19980804	206	1.0%
20090511	197	0.9%
20191017	191	0.9%
20060524	182	0.8%
Other values (2402)	18443	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19660929	1	< 0.1%
19661010	1	< 0.1%
19661221	1	< 0.1%
19661228	2	< 0.1%
19670101	1	< 0.1%

Value	Count	Frequency (%)
20200731	1	< 0.1%
20200729	2	< 0.1%
20200728	1111	5.2%
20200722	1	< 0.1%
20200717	1	< 0.1%

RecordCreationDate
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	2005
Unique (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20099760.04357349
Minimum	19791012
Maximum	20200731
Zeros	0
Zeros (%)	0.0%
Memory size	167.6 KiB

Quantile statistics

Minimum	19791012
5-th percentile	19860311
Q1	20060321
median	20131217
Q3	20180831
95-th percentile	20200729
Maximum	20200731
Range	409719
Interquartile range (IQR)	120510

Descriptive statistics

Standard deviation	105539.2502
Coefficient of variation (CV)	0.005250771652
Kurtosis	1.151248456
Mean	20099760.04
Median Absolute Deviation (MAD)	59403
Skewness	-1.330607305
Sum	4.31300651e+11
Variance	1.113853334e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20200729	1113	5.2%
19791012	696	3.2%
20190131	259	1.2%
20090407	247	1.2%
20190701	235	1.1%
20200115	222	1.0%
20060323	216	1.0%
20200103	210	1.0%
19980814	206	1.0%
20090511	197	0.9%
Other values (1995)	17857	83.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19791012	696	3.2%
19791211	5	< 0.1%
19791212	2	< 0.1%
19791214	10	< 0.1%
19800114	2	< 0.1%

Value	Count	Frequency (%)
20200731	1	< 0.1%
20200729	1113	5.2%
20200722	1	< 0.1%
20200717	1	< 0.1%
20200716	102	0.5%

RegulationPartNumber
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	19089
Missing (%)	89.0%
Memory size	167.8 KiB

FMVSafetyStandardNumber
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	16482
Missing (%)	76.8%
Memory size	167.8 KiB

DefectSummary
Categorical

HIGH CARDINALITY
MISSING

Distinct count	3125
Unique (%)	14.9%
Missing	424
Missing (%)	2.0%
Memory size	167.6 KiB

Honda (American Honda Motor Co.) is recalling certain 2019-2021 Pilot, 2019-2020 Odyssey and 2019-2020 Passport vehicles. Incorrect central network software programming may cause several errors to occur that can delay or prevent the rearview camera image from displaying. As such, these vehicles fail to comply with the requirements of Federal Motor Vehicle Safety Standard (FMVSS) number 111, "Rearview Mirrors."	630
Honda (American Honda Motor Co.) is recalling certain 2018-2020 Odyssey, 2019-2020 Passport, and 2019-2021 Pilot vehicles. Incorrect instrument panel control module software can cause the instrument panel to not display critical information, such as engine oil pressure, speedometer, and gear selector position until the next ignition cycle. Additionally, it can prevent the rearview camera image from displaying. As such, these vehicles fail to comply with the requirements of Federal Motor Vehicle Safety Standard (FMVSS) numbers 101, "Control and Displays" and 111, "Rearview Mirrors."	464
SABERSPORT IS RECALLING 16,270 COMBINATION CORNER AND BUMPER LAMP ASSEMBLIES OF VARIOUS PART NUMBERS SOLD FOR USE AS AFTERMARKET EQUIPMENT FOR VARIOUS PASSENGER VEHICLES. THESE HEADLAMPS FAIL TO CONFORM TO THE REQUIREMENTS OF FEDERAL MOTOR VEHICLE SAFETY STANDARD NO. 108, "LAMPS, REFLECTIVE DEVICES, AND ASSOCIATED EQUIPMENT." THESE LAMPS DO NOT CONTAIN THE REQUIRED AMBER SIDE REFLECTORS.	247
CERTAIN PRO-A MOTORS CORNER LAMPS, TURN SIGNALS, AND HEADLIGHTS SOLD AS REPLACEMENT LAMPS FOR USE ON CERTAIN PASSENGER VEHICLES LISTED ABOVE. SOME COMBINATION LAMPS THAT ARE NOT EQUIPPED WITH AMBER SIDE REFLECTORS FAIL TO CONFORM TO FEDERAL MOTOR VEHICLE SAFETY STANDARD NO. 108, LAMPS, REFLECTIVE DEVICES, AND ASSOCIATED EQUIPMENT.	216
VEHICLE DESCRIPTION: PASSENGER VEHICLES. A MALFUNCTION OR FAILURE OF A COOLANT SYSTEM COMPONENT, SUCH AS A THERMOSTAT, WATER PUMP, OR FAN BELT, CAN RESULT IN SIGNIFICANTLY INCREASED COOLANT TEMPERATURE AND SYSTEM PRESSURE. IF THE INDICATIONS OF A CRITICAL OVERHEATING CONDITION IS NOT NOTICED BY THE DRIVER, IT IS POSSIBLE THAT DAMAGE TO, OR FAILURE OF, A COOLANT SYSTEM COMPONENT COULD OCCUR.	206
Other values (3120)	19271

Common Values
Length

Value	Count	Frequency (%)
Honda (American Honda Motor Co.) is recalling certain 2019-2021 Pilot, 2019-2020 Odyssey and 2019-2020 Passport vehicles. Incorrect central network software programming may cause several errors to occur that can delay or prevent the rearview camera image from displaying. As such, these vehicles fail to comply with the requirements of Federal Motor Vehicle Safety Standard (FMVSS) number 111, "Rearview Mirrors."	630	2.9%
Honda (American Honda Motor Co.) is recalling certain 2018-2020 Odyssey, 2019-2020 Passport, and 2019-2021 Pilot vehicles. Incorrect instrument panel control module software can cause the instrument panel to not display critical information, such as engine oil pressure, speedometer, and gear selector position until the next ignition cycle. Additionally, it can prevent the rearview camera image from displaying. As such, these vehicles fail to comply with the requirements of Federal Motor Vehicle Safety Standard (FMVSS) numbers 101, "Control and Displays" and 111, "Rearview Mirrors."	464	2.2%
SABERSPORT IS RECALLING 16,270 COMBINATION CORNER AND BUMPER LAMP ASSEMBLIES OF VARIOUS PART NUMBERS SOLD FOR USE AS AFTERMARKET EQUIPMENT FOR VARIOUS PASSENGER VEHICLES. THESE HEADLAMPS FAIL TO CONFORM TO THE REQUIREMENTS OF FEDERAL MOTOR VEHICLE SAFETY STANDARD NO. 108, "LAMPS, REFLECTIVE DEVICES, AND ASSOCIATED EQUIPMENT." THESE LAMPS DO NOT CONTAIN THE REQUIRED AMBER SIDE REFLECTORS.	247	1.2%
CERTAIN PRO-A MOTORS CORNER LAMPS, TURN SIGNALS, AND HEADLIGHTS SOLD AS REPLACEMENT LAMPS FOR USE ON CERTAIN PASSENGER VEHICLES LISTED ABOVE. SOME COMBINATION LAMPS THAT ARE NOT EQUIPPED WITH AMBER SIDE REFLECTORS FAIL TO CONFORM TO FEDERAL MOTOR VEHICLE SAFETY STANDARD NO. 108, LAMPS, REFLECTIVE DEVICES, AND ASSOCIATED EQUIPMENT.	216	1.0%
VEHICLE DESCRIPTION: PASSENGER VEHICLES. A MALFUNCTION OR FAILURE OF A COOLANT SYSTEM COMPONENT, SUCH AS A THERMOSTAT, WATER PUMP, OR FAN BELT, CAN RESULT IN SIGNIFICANTLY INCREASED COOLANT TEMPERATURE AND SYSTEM PRESSURE. IF THE INDICATIONS OF A CRITICAL OVERHEATING CONDITION IS NOT NOTICED BY THE DRIVER, IT IS POSSIBLE THAT DAMAGE TO, OR FAILURE OF, A COOLANT SYSTEM COMPONENT COULD OCCUR.	206	1.0%
DOPE, INC. IS RECALLING 42,540 COMBINATION CORNER AND BUMPER LAMP ASSEMBLIES OF VARIOUS PART NUMBERS SOLD FOR USE AS AFTERMARKET EQUIPMENT FOR VARIOUS PASSENGER VEHICLES. THESE HEADLAMPS FAIL TO CONFORM TO THE REQUIREMENTS OF FEDERAL MOTOR VEHICLE SAFETY STANDARD NO. 108, "LAMPS, REFLECTIVE DEVICES, AND ASSOCIATED EQUIPMENT." THESE LAMPS DO NOT CONTAIN THE REQUIRED AMBER SIDE REFLECTORS.	197	0.9%
Toyota Motor Engineering & Manufacturing (Toyota) is recalling certain 2010-2016 4Runner, 2003-2006 Tundra, 2003-2013 Corolla, 2009-2010 Corolla Matrix, 2004-2005 RAV4, 2002-2007 Sequoia, 2011-2013 Sienna, 2008-2012 Scion xB, 2008-2009 Lexus IS-F, 2007-2012 Yaris and Lexus ES350, 2010-2017 Lexus GX460, 2002-2010 Lexus SC430, 2006-2012 Lexus IS250 and IS350 and 2010-2015 Lexus IS250C and IS350C vehicles. These vehicles had their driver or passenger frontal air bag inflators previously replaced under a prior recall using inflators of the same design. The inflators may explode due to propellant degradation occurring after long-term exposure to high absolute humidity, temperature and temperature cycling.	184	0.9%
CERTAIN CK MOTORSPORTS COMBINATION HEADLIGHTS, CLEAR CORNER, BUMPER, AND SIDE MARKER LIGHTS SOLD AS REPLACEMENT LAMPS FOR USE ON THE PASSENGER VEHICLES LISTED ABOVE. SOME COMBINATION LAMPS THAT ARE NOT EQUIPPED WITH AMBER SIDE REFLECTORS FAIL TO CONFORM TO FEDERAL MOTOR VEHICLE SAFETY STANDARD NO. 108, LAMPS, REFLECTIVE DEVICES, AND ASSOCIATED EQUIPMENT.	173	0.8%
Volvo Cars of N.A., LLC (Volvo) is recalling certain 2008-2016 V70 and XC70, 2007-2016 S80, 2011-2018 S60 and V60, 2016-2018 S60 Cross Country, 2014-2020 S60L, 2009-2015 S80L, 2009-2016 XC60 and 2015-2018 V60 Cross Country vehicles. The flexible steel cable that connects the seat belt to the front outboard seating positions may fatigue over time, causing the seat belt to not secure the occupant in the event of a crash.	149	0.7%
Honda (American Honda Motor Co.) is recalling certain 2018-2019 Acura NSX, 2019 Acura RDX, RLX and RLX Sport Hybrid, 2018-2019 Honda Accord, Civic Hatchback, Civic Type R and HR-V, 2019-2020 Insight and 2019 Fit vehicles. The low-pressure fuel pump inside the fuel tank may fail.	140	0.7%
Other values (3115)	18428	85.9%
(Missing)	424	2.0%

Length

Max length	1982
Median length	372
Mean length	443.2255569
Min length	3

ConsequenceSummary
Categorical

HIGH CARDINALITY
MISSING

Distinct count	2591
Unique (%)	12.7%
Missing	1108
Missing (%)	5.2%
Memory size	167.6 KiB

An inflator explosion may result in sharp metal fragments striking the driver or other occupants resulting in serious injury or death.	1290
A delayed or inoperative rearview camera display can reduce the driver's view of what is behind the vehicle, increasing the risk of a crash.	630
WITHOUT THE AMBER REFLECTORS, THE VEHICLE WILL BE POORLY ILLUMINATED, POSSIBLY RESULTING IN A VEHICLE CRASH WITHOUT WARNING.	553
Operating a vehicle without a functioning instrument panel or rearview camera display increases the risk of a crash.	464
DECREASED LIGHTING VISIBILITY MAY RESULT IN A VEHICLE CRASH.	459
Other values (2586)	16954

Common Values
Length

Value	Count	Frequency (%)
An inflator explosion may result in sharp metal fragments striking the driver or other occupants resulting in serious injury or death.	1290	6.0%
A delayed or inoperative rearview camera display can reduce the driver's view of what is behind the vehicle, increasing the risk of a crash.	630	2.9%
WITHOUT THE AMBER REFLECTORS, THE VEHICLE WILL BE POORLY ILLUMINATED, POSSIBLY RESULTING IN A VEHICLE CRASH WITHOUT WARNING.	553	2.6%
Operating a vehicle without a functioning instrument panel or rearview camera display increases the risk of a crash.	464	2.2%
DECREASED LIGHTING VISIBILITY MAY RESULT IN A VEHICLE CRASH.	459	2.1%
An inflator rupture may result in metal fragments striking the vehicle occupants resulting in serious injury or death.	415	1.9%
In the event of a crash necessitating deployment of the driver's frontal air bag, the inflator could rupture with metal fragments striking the driver or other occupants resulting in serious injury or death.	282	1.3%
IF A CRACK WERE TO FORM OR A SEAM WERE TO SEPARATE IN THE HEATER CORE END PIECE, HOT COOLANT COULD SUDDENLY BE EXPELLED, INCREASING THE RISK OF PERSONAL INJURY TO A VEHICLE OCCUPANT.	206	1.0%
If the fuel pump fails, the engine can stall while driving, increasing the risk of a crash.	199	0.9%
An unsecured occupant has an increased risk of injury in the event of a crash.	149	0.7%
Other values (2581)	15703	73.2%
(Missing)	1108	5.2%

Length

Max length	717
Median length	124
Mean length	130.9452419
Min length	3

CorrectiveSummary
Categorical

HIGH CARDINALITY
MISSING

Distinct count	3129
Unique (%)	14.9%
Missing	411
Missing (%)	1.9%
Memory size	167.6 KiB

Honda will notify owners that updated software is available. Owners have the option to either follow the mailed instructions to download and update the software for free, or visit a dealer to have the software update performed, free of charge. The recall is expected to begin September 23, 2020. Owners may contact Honda customer service at 1-888-234-2138. Honda's number for this recall is Y7Y.	630
Honda will notify owners, and dealers will reprogram the instrument panel control module software, free of charge. This recall is expected to begin September 23, 2020. Owners may contact Honda customer service at 1-888-234-2138. Honda's number for this recall is T89.	464
SABERSPORT WILL NOTIFY OWNERS AND OFFER A FULL REFUND FOR THE NONCOMPLIANT COMBINATION LAMPS. THE SAFETY RECALL BEGAN ON MAY 11, 2009. OWNERS MAY CONTACT SABERSPORT AT 1-909-598-7589.	247
PRO-A MOTORS WILL NOTIFY OWNERS AND OFFER TO REPURCHASE THE LAMPS. THE RECALL BEGAN ON APRIL 3, 2006. OWNERS MAY CONTACT PRO-A MOTORS AT 323-838-2988.	216
DEALERS WILL INSTALL A NEW DESIGN RADIATOR CAP TO CONTROL PRESSURE AND PROVIDE GREATER COOLANT OVERFLOW IN THE EVENT OF OVERHEATING.	206
Other values (3124)	19284

Common Values
Length

Value	Count	Frequency (%)
Honda will notify owners that updated software is available. Owners have the option to either follow the mailed instructions to download and update the software for free, or visit a dealer to have the software update performed, free of charge. The recall is expected to begin September 23, 2020. Owners may contact Honda customer service at 1-888-234-2138. Honda's number for this recall is Y7Y.	630	2.9%
Honda will notify owners, and dealers will reprogram the instrument panel control module software, free of charge. This recall is expected to begin September 23, 2020. Owners may contact Honda customer service at 1-888-234-2138. Honda's number for this recall is T89.	464	2.2%
SABERSPORT WILL NOTIFY OWNERS AND OFFER A FULL REFUND FOR THE NONCOMPLIANT COMBINATION LAMPS. THE SAFETY RECALL BEGAN ON MAY 11, 2009. OWNERS MAY CONTACT SABERSPORT AT 1-909-598-7589.	247	1.2%
PRO-A MOTORS WILL NOTIFY OWNERS AND OFFER TO REPURCHASE THE LAMPS. THE RECALL BEGAN ON APRIL 3, 2006. OWNERS MAY CONTACT PRO-A MOTORS AT 323-838-2988.	216	1.0%
DEALERS WILL INSTALL A NEW DESIGN RADIATOR CAP TO CONTROL PRESSURE AND PROVIDE GREATER COOLANT OVERFLOW IN THE EVENT OF OVERHEATING.	206	1.0%
DOPE, INC. WILL NOTIFY OWNERS AND OFFER A FULL REFUND FOR THE NONCOMPLIANT COMBINATION LAMPS. THE SAFETY RECALL BEGAN ON JULY 28, 2009. OWNERS MAY CONTACT DOPE, INC. AT 1-626-272-1798.	197	0.9%
Toyota will notify owners. Depending on the vehicle model, dealers will replace the front driver inflator, front passenger airbag inflator, the airbag assembly, or the front passenger airbag sub-assembly and inflator. The recall began November 20, 2019. Owners may contact Toyota customer service at 1-888-270-9371 or Lexus customer service at 1-800-255-3987. Toyota's numbers for this recall are J0A, J0B, and J0C. Lexus' numbers for this recall are JLI, JLJ, and JLK.	184	0.9%
CK MOTORSPORT WILL NOTIFY OWNERS AND REPLACE THE NONCOMPLIANT LAMPS FREE OF CHARGE. THE RECALL BEGAN ON JULY 1, 2006. OWNERS MAY CONTACT CK MOTORSPORT AT 1-909-610-7211.	173	0.8%
Volvo will notify owners, and dealers will replace the seat belt anchor cable for both front seats. This recall is expected to begin August 25, 2020. Owners may contact Volvo customer service at 1-800-458-1552. Volvo's number for this recall is R10029.	149	0.7%
Honda will notify owners and dealers will replace the fuel pump assembly, free of charge. The recall began July 22, 2020. Fit and HRV Owners will receive an interim letter notifying them of the safety risk, and a second letter will be sent once parts are available. Owners may contact Honda customer service at 1-888-234-2138.	140	0.7%
Other values (3119)	18441	85.9%
(Missing)	411	1.9%

Length

Max length	1290
Median length	245
Mean length	259.4101967
Min length	3

RecallNotes
Categorical

HIGH CARDINALITY

Distinct count	1668
Unique (%)	7.8%
Missing	25
Missing (%)	0.1%
Memory size	167.6 KiB

Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	10084
Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	1543
OWNERS MAY ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S VEHICLE SAFETY HOTLINE AT 1-888-327-4236 (TTY 1-800-424-9153), OR GO TO <A HREF=HTTP://WWW.SAFERCAR.GOV>HTTP://WWW.SAFERCAR.GOV</A> .	671
ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	322
THIS RECALL ONLY PERTAINS TO AFTERMARKET REPLACEMENT EQUIPMENT AND HAS NO RELATION TO ANY ORIGINAL EQUIPMENT INSTALLED ON VEHICLES PRODUCED BY THE VEHICLE MANUFACTURER.IN ORDER TO DETERMINE IF YOUR AFTERMARKET LAMP ASSEMBLY IS AFFECTED BY THIS NONCOMPLIANCE, PLEASE REVIEW THE LIST OF MODEL NUMBERS PROVIDED TO US BY SABERSPORT.THE LIST CAN BE FOUND UNDER "DOCUMENT SEARCH" LOCATED AT THE BOTTOM OF YOUR SCREEN.OWNERS MAY ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S VEHICLE SAFETY HOTLINE AT 1-888-327-4236 (TTY 1-800-424-9153), OR GO TO <A HREF=HTTP://WWW.SAFERCAR.GOV>HTTP://WWW.SAFERCAR.GOV</A> .	247
Other values (1663)	8566

Common Values
Length

Value	Count	Frequency (%)
Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	10084	47.0%
Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	1543	7.2%
OWNERS MAY ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S VEHICLE SAFETY HOTLINE AT 1-888-327-4236 (TTY 1-800-424-9153), OR GO TO <A HREF=HTTP://WWW.SAFERCAR.GOV>HTTP://WWW.SAFERCAR.GOV</A> .	671	3.1%
ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	322	1.5%
THIS RECALL ONLY PERTAINS TO AFTERMARKET REPLACEMENT EQUIPMENT AND HAS NO RELATION TO ANY ORIGINAL EQUIPMENT INSTALLED ON VEHICLES PRODUCED BY THE VEHICLE MANUFACTURER.IN ORDER TO DETERMINE IF YOUR AFTERMARKET LAMP ASSEMBLY IS AFFECTED BY THIS NONCOMPLIANCE, PLEASE REVIEW THE LIST OF MODEL NUMBERS PROVIDED TO US BY SABERSPORT.THE LIST CAN BE FOUND UNDER "DOCUMENT SEARCH" LOCATED AT THE BOTTOM OF YOUR SCREEN.OWNERS MAY ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S VEHICLE SAFETY HOTLINE AT 1-888-327-4236 (TTY 1-800-424-9153), OR GO TO <A HREF=HTTP://WWW.SAFERCAR.GOV>HTTP://WWW.SAFERCAR.GOV</A> .	247	1.2%
CUSTOMERS CAN ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	239	1.1%
THIS RECALL ONLY PERTAINS TO PRO-A MOTORS AFTERMARKET LAMPS AND HAS NO RELATION TO ANY ORIGINAL EQUIPMENT INSTALLED ON THE LISTED PASSENGER VEHICLES.FOR MORE INFORMATION ON THE LAMP MODEL NUMBERS, CLICK ON DOCUMENT SEARCH AND VIEW DOCUMENT TITLED "LAMP MODEL NUMBERS."CUSTOMERS MAY CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S VEHICLE SAFETY HOTLINE AT 1-888-327-4236 (TTY: 1-800-424-9153); OR GO TO HTTP://WWW.SAFERCAR.GOV.	216	1.0%
OWNER NOTIFICATION BEGAN MARCH 31, 1999. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT BMW AT 1-800-831-1117.ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	206	1.0%
THIS RECALL ONLY PERTAINS TO AFTERMARKET REPLACEMENT EQUIPMENT AND HAS NO RELATION TO ANY ORIGINAL EQUIPMENT INSTALLED ON VEHICLES PRODUCED BY THE VEHICLE MANUFACTURER.IN ORDER TO DETERMINE IF YOUR AFTERMARKET LAMP ASSEMBLY IS AFFECTED BY THIS NONCOMPLIANCE, PLEASE REVIEW THE LIST OF MODEL NUMBERS PROVIDED TO US BY DOPE, INC.THE LIST CAN BE FOUND UNDER "DOCUMENT SEARCH" LOCATED AT THE BOTTOM OF YOUR SCREEN. OWNERS MAY ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S VEHICLE SAFETY HOTLINE AT 1-888-327-4236 (TTY 1-800-424-9153), OR GO TO <A HREF=HTTP://WWW.SAFERCAR.GOV>HTTP://WWW.SAFERCAR.GOV</A> .	197	0.9%
CUSTOMERS MAY CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S VEHICLE SAFETY HOTLINE AT 1-888-327-4236 (TTY: 1-800-424-9153); OR GO TO HTTP://WWW.SAFERCAR.GOV.	179	0.8%
Other values (1658)	7529	35.1%

Length

Max length	884
Median length	164
Mean length	215.3539472
Min length	3

RecallComponentID
Categorical

HIGH CARDINALITY

Distinct count	19743
Unique (%)	92.0%
Missing	0
Missing (%)	0.0%
Memory size	167.6 KiB

000104612004461733000001105	45
000104612004229172000001105	45
000104612004170726000001105	45
000104612004229274000001568	45
000104612004461733000001568	45
Other values (19738)	21233

Common Values
Length

Value	Count	Frequency (%)
000104612004461733000001105	45	0.2%
000104612004229172000001105	45	0.2%
000104612004170726000001105	45	0.2%
000104612004229274000001568	45	0.2%
000104612004461733000001568	45	0.2%
000104612004229336000001568	45	0.2%
000104612004229336000001105	45	0.2%
000104612004170727000001568	45	0.2%
000104612004170726000001568	45	0.2%
000104612004222739000001568	45	0.2%
Other values (19733)	21008	97.9%

Length

Max length	27
Median length	27
Mean length	27
Min length	27

mfr_comp_name
Categorical

HIGH CARDINALITY
HIGH CORRELATION
MISSING

Distinct count	61
Unique (%)	3.2%
Missing	19570
Missing (%)	91.2%
Memory size	167.6 KiB

Unit Assy, Infotainment Control	630
Meter Assy., Combination	464
Seat belt cable fastening	149
Fuel Pump Module	140
Wire, Engine Room Main	102
Other values (56)	403

Common Values
Length

Value	Count	Frequency (%)
Unit Assy, Infotainment Control	630	2.9%
Meter Assy., Combination	464	2.2%
Seat belt cable fastening	149	0.7%
Fuel Pump Module	140	0.7%
Wire, Engine Room Main	102	0.5%
MODULE ASSY - AIR BAG, DRIVER	56	0.3%
Computer, Power Management Control	49	0.2%
Rear Seat Belt Set	33	0.2%
ACSM4i, Mid-Roll	24	0.1%
PUMP WITH FILTER	24	0.1%
Other values (51)	217	1.0%
(Missing)	19570	91.2%

Length

Max length	48
Median length	3
Mean length	5.001677696
Min length	3

mfr_comp_desc
Categorical

HIGH CARDINALITY
HIGH CORRELATION
MISSING

Distinct count	68
Unique (%)	3.6%
Missing	19581
Missing (%)	91.3%
Memory size	167.6 KiB

Odyssey	546
Pilot	424
Seat belt cable fastening	149
Passport	132
Wire Harness	102
Other values (63)	524

Common Values
Length

Value	Count	Frequency (%)
Odyssey	546	2.5%
Pilot	424	2.0%
Seat belt cable fastening	149	0.7%
Passport	132	0.6%
Wire Harness	102	0.5%
PSDI-5D Inflator for Front Driver Air Bag Module	56	0.3%
Hybrid Control ECU	49	0.2%
Air Bag Control Unit	24	0.1%
Pump with filter	24	0.1%
Head Air Bag - Left Side	16	0.1%
Other values (58)	355	1.7%
(Missing)	19581	91.3%

Length

Max length	120
Median length	3
Mean length	3.802917327
Min length	3

mfr_comp_ptno
Categorical

HIGH CARDINALITY
MISSING

Distinct count	187
Unique (%)	10.8%
Missing	19730
Missing (%)	91.9%
Memory size	167.6 KiB

9873244-01	24
78100-THR-AC2	16
78100-THR-A21	16
78100-THR-AC4	16
78100-THR-AB2	16
Other values (182)	1640

Common Values
Length

Value	Count	Frequency (%)
9873244-01	24	0.1%
78100-THR-AC2	16	0.1%
78100-THR-A21	16	0.1%
78100-THR-AC4	16	0.1%
78100-THR-AB2	16	0.1%
78100-THR-A71	16	0.1%
78100-THR-AD4	16	0.1%
78100-TG7-AX1	16	0.1%
78100-TGS-AJ2	16	0.1%
78100-TGS-AK2	16	0.1%
Other values (177)	1560	7.3%
(Missing)	19730	91.9%

Length

Max length	94
Median length	3
Mean length	3.830273092
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	RecordID	CampaignNumber	VehicleMake	VehicleModel	VehicleYear	MfgCampaignNumber	ComponentName	MfgFiledReport	MfgBeginDate	MfgEndDate	RecallTypeCode	PotentialUnitsAffected	OwnerNotifiedDate	RecallInitiator	MfgOfRecalledProducts	ReportReceivedDate	RecordCreationDate	RegulationPartNumber	FMVSafetyStandardNumber	DefectSummary	ConsequenceSummary	CorrectiveSummary	RecallNotes	RecallComponentID	mfr_comp_name	mfr_comp_desc	mfr_comp_ptno
0	48	49	02V250000	HONDA	FSC600	2002	NaN	WHEELS	AMERICAN HONDA MOTOR CO.	20010808.0	20020708.0	V	2454.0	20020927.0	MFR	Honda (American Honda Motor Co.)	20020917.0	20020917	NaN	NaN	ON CERTAIN MOTORCYCLES, UNDER CERTAIN RIDING CONDITIONS, SUCH AS CONTINUOUSLY BUMPY ROADS, THE REAR WHEEL COULD DEVELOP STRESS CRACKS WHERE THE WHEEL SPOKES ATTACH TO THE HUB.	THE SPOKES WILL EVENTUALLY FAIL, CAUSING THE WHEEL TO COLLAPSE WITHOUT WARNING.	DEALERS WILL REPLACE THE REAR WHEEL, INCLUDING A NEW TIRE. OWNER NOTIFICATION IS EXPECTED TO BEGIN DURING SEPTEMBER 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT HONDA MOTORCYCLE AT 1-800-289-8226.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015234000106390000000309	NaN	NaN	NaN
1	49	50	02V250000	HONDA	SILVER WING	2002	NaN	WHEELS	AMERICAN HONDA MOTOR CO.	20010808.0	20020708.0	V	2454.0	20020927.0	MFR	Honda (American Honda Motor Co.)	20020917.0	20020917	NaN	NaN	ON CERTAIN MOTORCYCLES, UNDER CERTAIN RIDING CONDITIONS, SUCH AS CONTINUOUSLY BUMPY ROADS, THE REAR WHEEL COULD DEVELOP STRESS CRACKS WHERE THE WHEEL SPOKES ATTACH TO THE HUB.	THE SPOKES WILL EVENTUALLY FAIL, CAUSING THE WHEEL TO COLLAPSE WITHOUT WARNING.	DEALERS WILL REPLACE THE REAR WHEEL, INCLUDING A NEW TIRE. OWNER NOTIFICATION IS EXPECTED TO BEGIN DURING SEPTEMBER 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT HONDA MOTORCYCLE AT 1-800-289-8226.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015234000106389000000309	NaN	NaN	NaN
2	67	68	06V043000	VOLKSWAGEN	BEETLE	2006	M8	EQUIPMENT:OTHER:LABELS	VOLKSWAGEN OF AMERICA, INC	20051004.0	20060128.0	V	906.0	20060227.0	MFR	Volkswagen Group of America, Inc.	20060209.0	20060214	571	110	CERTAIN PASSENGER VEHICLES EQUIPPED WITH 17-INCH WHEELS AND A 2.5L ENGINE FAIL TO CONFORM TO THE REQUIREMENTS OF FEDERAL MOTOR VEHICLE SAFETY STANDARD NO. 110, "TIRE SELECTION AND RIMS." THESE VEHICLES WERE PRODUCED WITH A TIRE INFORMATION LABEL THAT LISTS AN INCORRECT FRONT TIRE SIZE. THE CORRECT FRONT TIRE SIZE SHOULD BE LISTED AS 225/45 R17. THE INFLATION PRESSURE IS CORRECT.	A MISPRINTED LABEL COULD LEAD TO FITMENT OF IMPROPERLY SIZED REPLACEMENT TIRES.	OWNERS WILL BE PROVIDED WITH A NEW TIRE INFORMATION LABEL AND INSTALLATION INSTRUCTIONS. AT THE CUSTOMER'S OPTION, A DEALER CAN PERFORM THE INSTALLATION FOR THEM FREE OF CHARGE. THE RECALL BEGAN ON FEBRUARY 27, 2006. OWNERS MAY CONTACT VOLKSWAGEN AT 1-800-893-5298.	VOLKSWAGEN RECALL NO. M8.CUSTOMERS MAY ALSO CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S VEHICLE SAFETY HOTLINE AT 1-888-327-4236 (TTY 1-800-424-9153), OR GO TO HTTP://WWW.SAFERCAR.GOV.	000022568000222738000000349	NaN	NaN	NaN
3	97	98	02V037005	VOLVO	WX	2000	NaN	STEERING:LINKAGES:TIE ROD ASSEMBLY	VOLVO TRUCKS NORTH AMERICA INC	19990614.0	20000831.0	V	19915.0	20020725.0	MFR	Volvo Trucks North America	20020815.0	20020815	NaN	NaN	ON SOME HEAVY DUTY CLASS 8 VEHICLES EQUIPPED WITH ARVINMERITOR AXLE ASSEMBLIES WHICH MAY HAVE BEEN MANUFACTURED WITH TRW MODEL 20EDL BALL SOCKETS, THE TIE ROD BALL-SOCKET BEARINGS HAVE A BELOW SPECIFICATION CASE DEPTH AND/OR HARDNESS WHICH CAN LEAD TO PREMATURE WEAR OUT OF THE SOCKET IN SOME APPLICATIONS.	IF THIS CONDITION OCCURS, THE DRIVER CAN LOSE STEERING CONTROL, POSSIBLY RESULTING IN A VEHICLE CRASH.	DEALERS WILL REPLACE THE BALL SOCKET ASSEMBLIES. THIS CAMPAIGN SUPERSEDES NHTSA CAMPAIGN NOS. 01V-139.001 AND 02V-037.002. OWNER NOTIFICATION BEGAN JULY 25, 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT VOLVO TRUCKS AT 1-800-528-6586.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015117000106287000000020	NaN	NaN	NaN
4	98	99	02V037005	VOLVO	WX	1999	NaN	STEERING:LINKAGES:TIE ROD ASSEMBLY	VOLVO TRUCKS NORTH AMERICA INC	19990614.0	20000831.0	V	19915.0	20020725.0	MFR	Volvo Trucks North America	20020815.0	20020815	NaN	NaN	ON SOME HEAVY DUTY CLASS 8 VEHICLES EQUIPPED WITH ARVINMERITOR AXLE ASSEMBLIES WHICH MAY HAVE BEEN MANUFACTURED WITH TRW MODEL 20EDL BALL SOCKETS, THE TIE ROD BALL-SOCKET BEARINGS HAVE A BELOW SPECIFICATION CASE DEPTH AND/OR HARDNESS WHICH CAN LEAD TO PREMATURE WEAR OUT OF THE SOCKET IN SOME APPLICATIONS.	IF THIS CONDITION OCCURS, THE DRIVER CAN LOSE STEERING CONTROL, POSSIBLY RESULTING IN A VEHICLE CRASH.	DEALERS WILL REPLACE THE BALL SOCKET ASSEMBLIES. THIS CAMPAIGN SUPERSEDES NHTSA CAMPAIGN NOS. 01V-139.001 AND 02V-037.002. OWNER NOTIFICATION BEGAN JULY 25, 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT VOLVO TRUCKS AT 1-800-528-6586.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015117000106286000000020	NaN	NaN	NaN
5	99	100	02V037005	VOLVO	WG	2000	NaN	STEERING:LINKAGES:TIE ROD ASSEMBLY	VOLVO TRUCKS NORTH AMERICA INC	19990614.0	20000831.0	V	19915.0	20020725.0	MFR	Volvo Trucks North America	20020815.0	20020815	NaN	NaN	ON SOME HEAVY DUTY CLASS 8 VEHICLES EQUIPPED WITH ARVINMERITOR AXLE ASSEMBLIES WHICH MAY HAVE BEEN MANUFACTURED WITH TRW MODEL 20EDL BALL SOCKETS, THE TIE ROD BALL-SOCKET BEARINGS HAVE A BELOW SPECIFICATION CASE DEPTH AND/OR HARDNESS WHICH CAN LEAD TO PREMATURE WEAR OUT OF THE SOCKET IN SOME APPLICATIONS.	IF THIS CONDITION OCCURS, THE DRIVER CAN LOSE STEERING CONTROL, POSSIBLY RESULTING IN A VEHICLE CRASH.	DEALERS WILL REPLACE THE BALL SOCKET ASSEMBLIES. THIS CAMPAIGN SUPERSEDES NHTSA CAMPAIGN NOS. 01V-139.001 AND 02V-037.002. OWNER NOTIFICATION BEGAN JULY 25, 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT VOLVO TRUCKS AT 1-800-528-6586.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015117000106285000000020	NaN	NaN	NaN
6	100	101	02V037005	VOLVO	WAH	2000	NaN	STEERING:LINKAGES:TIE ROD ASSEMBLY	VOLVO TRUCKS NORTH AMERICA INC	19990614.0	20000831.0	V	19915.0	20020725.0	MFR	Volvo Trucks North America	20020815.0	20020815	NaN	NaN	ON SOME HEAVY DUTY CLASS 8 VEHICLES EQUIPPED WITH ARVINMERITOR AXLE ASSEMBLIES WHICH MAY HAVE BEEN MANUFACTURED WITH TRW MODEL 20EDL BALL SOCKETS, THE TIE ROD BALL-SOCKET BEARINGS HAVE A BELOW SPECIFICATION CASE DEPTH AND/OR HARDNESS WHICH CAN LEAD TO PREMATURE WEAR OUT OF THE SOCKET IN SOME APPLICATIONS.	IF THIS CONDITION OCCURS, THE DRIVER CAN LOSE STEERING CONTROL, POSSIBLY RESULTING IN A VEHICLE CRASH.	DEALERS WILL REPLACE THE BALL SOCKET ASSEMBLIES. THIS CAMPAIGN SUPERSEDES NHTSA CAMPAIGN NOS. 01V-139.001 AND 02V-037.002. OWNER NOTIFICATION BEGAN JULY 25, 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT VOLVO TRUCKS AT 1-800-528-6586.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015117000106283000000020	NaN	NaN	NaN
7	101	102	02V037005	VOLVO	WAH	1999	NaN	STEERING:LINKAGES:TIE ROD ASSEMBLY	VOLVO TRUCKS NORTH AMERICA INC	19990614.0	20000831.0	V	19915.0	20020725.0	MFR	Volvo Trucks North America	20020815.0	20020815	NaN	NaN	ON SOME HEAVY DUTY CLASS 8 VEHICLES EQUIPPED WITH ARVINMERITOR AXLE ASSEMBLIES WHICH MAY HAVE BEEN MANUFACTURED WITH TRW MODEL 20EDL BALL SOCKETS, THE TIE ROD BALL-SOCKET BEARINGS HAVE A BELOW SPECIFICATION CASE DEPTH AND/OR HARDNESS WHICH CAN LEAD TO PREMATURE WEAR OUT OF THE SOCKET IN SOME APPLICATIONS.	IF THIS CONDITION OCCURS, THE DRIVER CAN LOSE STEERING CONTROL, POSSIBLY RESULTING IN A VEHICLE CRASH.	DEALERS WILL REPLACE THE BALL SOCKET ASSEMBLIES. THIS CAMPAIGN SUPERSEDES NHTSA CAMPAIGN NOS. 01V-139.001 AND 02V-037.002. OWNER NOTIFICATION BEGAN JULY 25, 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT VOLVO TRUCKS AT 1-800-528-6586.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015117000106282000000020	NaN	NaN	NaN
8	102	103	02V037005	VOLVO	VHD	2000	NaN	STEERING:LINKAGES:TIE ROD ASSEMBLY	VOLVO TRUCKS NORTH AMERICA INC	19990614.0	20000831.0	V	19915.0	20020725.0	MFR	Volvo Trucks North America	20020815.0	20020815	NaN	NaN	ON SOME HEAVY DUTY CLASS 8 VEHICLES EQUIPPED WITH ARVINMERITOR AXLE ASSEMBLIES WHICH MAY HAVE BEEN MANUFACTURED WITH TRW MODEL 20EDL BALL SOCKETS, THE TIE ROD BALL-SOCKET BEARINGS HAVE A BELOW SPECIFICATION CASE DEPTH AND/OR HARDNESS WHICH CAN LEAD TO PREMATURE WEAR OUT OF THE SOCKET IN SOME APPLICATIONS.	IF THIS CONDITION OCCURS, THE DRIVER CAN LOSE STEERING CONTROL, POSSIBLY RESULTING IN A VEHICLE CRASH.	DEALERS WILL REPLACE THE BALL SOCKET ASSEMBLIES. THIS CAMPAIGN SUPERSEDES NHTSA CAMPAIGN NOS. 01V-139.001 AND 02V-037.002. OWNER NOTIFICATION BEGAN JULY 25, 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT VOLVO TRUCKS AT 1-800-528-6586.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015117000106281000000020	NaN	NaN	NaN
9	103	104	02V037005	VOLVO	VHD	1999	NaN	STEERING:LINKAGES:TIE ROD ASSEMBLY	VOLVO TRUCKS NORTH AMERICA INC	19990614.0	20000831.0	V	19915.0	20020725.0	MFR	Volvo Trucks North America	20020815.0	20020815	NaN	NaN	ON SOME HEAVY DUTY CLASS 8 VEHICLES EQUIPPED WITH ARVINMERITOR AXLE ASSEMBLIES WHICH MAY HAVE BEEN MANUFACTURED WITH TRW MODEL 20EDL BALL SOCKETS, THE TIE ROD BALL-SOCKET BEARINGS HAVE A BELOW SPECIFICATION CASE DEPTH AND/OR HARDNESS WHICH CAN LEAD TO PREMATURE WEAR OUT OF THE SOCKET IN SOME APPLICATIONS.	IF THIS CONDITION OCCURS, THE DRIVER CAN LOSE STEERING CONTROL, POSSIBLY RESULTING IN A VEHICLE CRASH.	DEALERS WILL REPLACE THE BALL SOCKET ASSEMBLIES. THIS CAMPAIGN SUPERSEDES NHTSA CAMPAIGN NOS. 01V-139.001 AND 02V-037.002. OWNER NOTIFICATION BEGAN JULY 25, 2002. OWNERS WHO TAKE THEIR VEHICLES TO AN AUTHORIZED DEALER ON AN AGREED UPON SERVICE DATE AND DO NOT RECEIVE THE FREE REMEDY WITHIN A REASONABLE TIME SHOULD CONTACT VOLVO TRUCKS AT 1-800-528-6586.	ALSO, CUSTOMERS CAN CONTACT THE NATIONAL HIGHWAY TRAFFIC SAFETY ADMINISTRATION'S AUTO SAFETY HOTLINE AT 1-888-DASH-2-DOT (1-888-327-4236).	000015117000106280000000020	NaN	NaN	NaN

Last rows

	df_index	RecordID	CampaignNumber	VehicleMake	VehicleModel	VehicleYear	MfgCampaignNumber	ComponentName	MfgFiledReport	MfgBeginDate	MfgEndDate	RecallTypeCode	PotentialUnitsAffected	OwnerNotifiedDate	RecallInitiator	MfgOfRecalledProducts	ReportReceivedDate	RecordCreationDate	RegulationPartNumber	FMVSafetyStandardNumber	DefectSummary	ConsequenceSummary	CorrectiveSummary	RecallNotes	RecallComponentID	mfr_comp_name	mfr_comp_desc	mfr_comp_ptno
21448	154289	154290	20V355000	BMW	330I	2019	Toyota: 20TA09	STEERING:LINKAGES:TIE ROD ASSEMBLY	BMW of North America, LLC	NaN	NaN	V	2779.0	NaN	MFR	BMW of North America, LLC	20200615.0	20200616	NaN	NaN	BMW of North America, LLC (BMW) is recalling certain 2019 Z4 sDrive30i, 2019-2020 330i xDrive, M340i and M340i xDrive, 2020 X3M and X4M, and Toyota Supra vehicles. In certain driving conditions, such as high temperatures and rough road surfaces, a steering gear tie rod may become damaged, possibly resulting in a fractured tie rod.	A damaged or fractured tie rod may affect vehicle handling and control, increasing the risk of a crash.	BMW and Toyota will notify owners, and dealers will replace the steering gear tie rods, free of charge. This recall is expected to begin August 7, 2020. Owners may contact BMW customer service at 1-800-525-7417 or Toyota customer service at 1-888-270-9371.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000103867004003718000000020	Steering Gear Tie Rod	Steering Gear Tie Rod	6887401 / 6887403
21449	154290	154291	20V355000	BMW	Z4	2019	Toyota: 20TA09	STEERING:LINKAGES:TIE ROD ASSEMBLY	BMW of North America, LLC	NaN	NaN	V	2779.0	NaN	MFR	BMW of North America, LLC	20200615.0	20200616	NaN	NaN	BMW of North America, LLC (BMW) is recalling certain 2019 Z4 sDrive30i, 2019-2020 330i xDrive, M340i and M340i xDrive, 2020 X3M and X4M, and Toyota Supra vehicles. In certain driving conditions, such as high temperatures and rough road surfaces, a steering gear tie rod may become damaged, possibly resulting in a fractured tie rod.	A damaged or fractured tie rod may affect vehicle handling and control, increasing the risk of a crash.	BMW and Toyota will notify owners, and dealers will replace the steering gear tie rods, free of charge. This recall is expected to begin August 7, 2020. Owners may contact BMW customer service at 1-800-525-7417 or Toyota customer service at 1-888-270-9371.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000103867003983719000000020	Steering Gear Tie Rod	Steering Gear Tie Rod	6887401 / 6887403
21450	154291	154292	20V355000	BMW	M340I	2020	Toyota: 20TA09	STEERING:LINKAGES:TIE ROD ASSEMBLY	BMW of North America, LLC	NaN	NaN	V	2779.0	NaN	MFR	BMW of North America, LLC	20200615.0	20200616	NaN	NaN	BMW of North America, LLC (BMW) is recalling certain 2019 Z4 sDrive30i, 2019-2020 330i xDrive, M340i and M340i xDrive, 2020 X3M and X4M, and Toyota Supra vehicles. In certain driving conditions, such as high temperatures and rough road surfaces, a steering gear tie rod may become damaged, possibly resulting in a fractured tie rod.	A damaged or fractured tie rod may affect vehicle handling and control, increasing the risk of a crash.	BMW and Toyota will notify owners, and dealers will replace the steering gear tie rods, free of charge. This recall is expected to begin August 7, 2020. Owners may contact BMW customer service at 1-800-525-7417 or Toyota customer service at 1-888-270-9371.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000103867004155727000000020	Steering Gear Tie Rod	Steering Gear Tie Rod	6887401 / 6887403
21451	154292	154293	20V447000	HYUNDAI	GENESIS G70	2020	004G	STEERING	Hyundai Motor America	NaN	NaN	V	2.0	NaN	MFR	Hyundai Motor America	20200731.0	20200731	NaN	NaN	Hyundai Motor America (Hyundai) is recalling certain 2020 Genesis G70 vehicles. A component within the Rack Mounted Motor Driven Power Steering (R-MDPS) Assembly may have been manufactured incorrectly, possibly resulting in the steering locking or becoming difficult while driving.	A loss of steering control can increase the risk of a crash.	Hyundai dealers have replaced the R-MDPS Assemblies, free of charge, prior to the sale of the vehicles. Owners may contact Hyundai customer service at 1-855-371-9460. Hyundai's number for this recall is 004G.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000104645004462731000000001	NaN	NaN	NaN
21452	154351	154352	19V738000	BMW	X4	2020	NaN	STEERING:RACK AND PINION:PINION SHAFT	BMW of North America, LLC	20190928.0	20190928.0	V	20.0	20191009.0	MFR	BMW of North America, LLC	20191016.0	20191017	NaN	NaN	BMW of North America, LLC (BMW) is recalling certain 2020 BMW X3 M40i and X4 M40i vehicles. The steering rack pinion teeth may break under load, resulting in a loss of steering control.	A loss of steering control increases risk of a crash.	BMW has notified owners, and dealers will replace the steering gear, free of charge. The recall began October 9, 2019. Owners may contact BMW customer service at 1-800-525-7417.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000100086004185720000000009	NaN	NaN	NaN
21453	154352	154353	19V738000	BMW	X3	2020	NaN	STEERING:RACK AND PINION:PINION SHAFT	BMW of North America, LLC	20190927.0	20190928.0	V	20.0	20191009.0	MFR	BMW of North America, LLC	20191016.0	20191017	NaN	NaN	BMW of North America, LLC (BMW) is recalling certain 2020 BMW X3 M40i and X4 M40i vehicles. The steering rack pinion teeth may break under load, resulting in a loss of steering control.	A loss of steering control increases risk of a crash.	BMW has notified owners, and dealers will replace the steering gear, free of charge. The recall began October 9, 2019. Owners may contact BMW customer service at 1-800-525-7417.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000100086004185719000000009	NaN	NaN	NaN
21454	154387	154388	19V617000	VOLVO	VNL	2015	RVXX1905	SUSPENSION:FRONT	Volvo Trucks North America	20140604.0	20140611.0	V	20.0	20190927.0	MFR	Volvo Trucks North America	20190821.0	20190822	NaN	NaN	Volvo Trucks North America (Volvo Trucks) is recalling certain 2015 VNL vehicles equipped with Meritor FF967 Non-Drive Front Steer axles. The axles missed the heat treating operation during manufacturing, reducing their strength and possibly causing the axle beams to fracture.	Fracture of the axle beam can cause a loss of vehicle control, increasing the risk of a crash.	Volvo Trucks will notify the affected vehicle owners, and dealers will inspect and replace the axles as necessary, free of charge. The recall began September 27, 2019. Owners may contact Meritor customer service at 1-800-528-6586. Volvo Trucks' number for this recall is RVXX1905.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000099291001971401000000023	NaN	NaN	NaN
21455	154388	154389	19V850000	BMW	Z4	2020	Toyota - 19TA20	EXTERIOR LIGHTING:HEADLIGHTS	BMW of North America, LLC	20190716.0	20190820.0	V	245.0	20200124.0	MFR	BMW of North America, LLC	20191127.0	20191202	NaN	NaN	BMW of North America, LLC (BMW) is recalling certain 2020 Z4 M40i, Z4 sDrive30i, 330i and 330i xDrive vehicles as well as 2020 Toyota Supra vehicles. The headlight control units may fail causing a loss of one or both of the headlights.	Headlight failure can reduce the driver's visibility, increasing the risk of a crash.	BMW will notify owners, and dealers will replace the headlight control units, free of charge. The recall is expected to begin January 17, 2020. Owners may contact BMW customer service at 1-800-525-7417 or Toyota customer service at 1-888-270-9371.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000100828004188718000000217	NaN	NaN	NaN
21456	154389	154390	19V850000	TOYOTA	SUPRA	2020	Toyota - 19TA20	EXTERIOR LIGHTING:HEADLIGHTS	BMW of North America, LLC	20190715.0	20190725.0	V	245.0	20200124.0	MFR	Toyota Motor Corporation	20191127.0	20191202	NaN	NaN	BMW of North America, LLC (BMW) is recalling certain 2020 Z4 M40i, Z4 sDrive30i, 330i and 330i xDrive vehicles as well as 2020 Toyota Supra vehicles. The headlight control units may fail causing a loss of one or both of the headlights.	Headlight failure can reduce the driver's visibility, increasing the risk of a crash.	BMW will notify owners, and dealers will replace the headlight control units, free of charge. The recall is expected to begin January 17, 2020. Owners may contact BMW customer service at 1-800-525-7417 or Toyota customer service at 1-888-270-9371.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000100828004130726000000217	NaN	NaN	NaN
21457	154390	154391	19V850000	BMW	330I	2020	Toyota - 19TA20	EXTERIOR LIGHTING:HEADLIGHTS	BMW of North America, LLC	20190722.0	20191018.0	V	245.0	20200124.0	MFR	BMW of North America, LLC	20191127.0	20191202	NaN	NaN	BMW of North America, LLC (BMW) is recalling certain 2020 Z4 M40i, Z4 sDrive30i, 330i and 330i xDrive vehicles as well as 2020 Toyota Supra vehicles. The headlight control units may fail causing a loss of one or both of the headlights.	Headlight failure can reduce the driver's visibility, increasing the risk of a crash.	BMW will notify owners, and dealers will replace the headlight control units, free of charge. The recall is expected to begin January 17, 2020. Owners may contact BMW customer service at 1-800-525-7417 or Toyota customer service at 1-888-270-9371.	Owners may also contact the National Highway Traffic Safety Administration Vehicle Safety Hotline at 1-888-327-4236 (TTY 1-800-424-9153), or go to www.safercar.gov.	000100828004187724000000217	NaN	NaN	NaN

Overview

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Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

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